# Multi-image Medical Visual Question Answering on MIM-RAD (Held-out)

Source: [Multi-image Medical Visual Question Answering on MIM-RAD (Held-out)](<https://www.sota2.com/research/sota/multi-image-medical-visual-question-answering-on-mim-rad-held-out>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:39:24.631Z

Evaluation of multi-image visual question answering performance on the held-out split of the MIM-RAD dataset, reporting Close (C) and Open (O) scores.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Multi-image Medical Visual Question Answering |
| Dataset (including any stated split) | MIM-RAD (Held-out) |
| Metric | Close Score (C) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Close Score (C)](<https://www.sota2.com/research/sota/multi-image-medical-visual-question-answering-on-mim-rad-held-out.md?metric=Close%20Score%20(C)>): Higher is better; unit: PERCENT.

- [Open Score (O)](<https://www.sota2.com/research/sota/multi-image-medical-visual-question-answering-on-mim-rad-held-out.md?metric=Open%20Score%20(O)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Close Score (C) | Result date | Report paper |
| --- | --- | --- | --- |
| GPT-4o | 0.69 | Not recorded | 68fa78c01e209131cea7a40c |
| Med-Mantis | 0.6533 | Not recorded | 68fa78c01e209131cea7a40c |
| Mantis-8B | 0.5967 | Not recorded | 68fa78c01e209131cea7a40c |
| InternVL2-8B | 0.5633 | Not recorded | 68fa78c01e209131cea7a40c |
| MIM-LLAVA-Med | 0.5333 | Not recorded | 68fa78c01e209131cea7a40c |
| LLaVA-Med-7B | 0.4867 | Not recorded | 68fa78c01e209131cea7a40c |
| deepseek-VL-7B | 0.17 | Not recorded | 68fa78c01e209131cea7a40c |
| Mantis† | 0.0566 | Not recorded | 68fa78c01e209131cea7a40c |
| LLaVA-Med† | 0.0466 | Not recorded | 68fa78c01e209131cea7a40c |
| Med-Flamingo-9B | 0.04 | Not recorded | 68fa78c01e209131cea7a40c |

### GPT-4o

Close Score (C): 0.69. Result ID: 69959fae3badfaffe69c1961.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Med-Mantis

Close Score (C): 0.6533. Result ID: 69959fae3badfaffe69c1969.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

Recorded evaluation configuration: {"training\_dataset":"Med-MIM instruction dataset"}. This record does not assert independent reproduction.

### Mantis-8B

Close Score (C): 0.5967. Result ID: 69959fae3badfaffe69c1966.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75b11e209131cea6954e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### InternVL2-8B

Close Score (C): 0.5633. Result ID: 69959fae3badfaffe69c1964.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MIM-LLAVA-Med

Close Score (C): 0.5333. Result ID: 69959fae3badfaffe69c1967.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

Recorded evaluation configuration: {"training\_dataset":"Med-MIM instruction dataset"}. This record does not assert independent reproduction.

### LLaVA-Med-7B

Close Score (C): 0.4867. Result ID: 69959fae3badfaffe69c1965.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8e1e209131cea46356.md>)

[Implementation](<https://aka.ms/llava-med>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### deepseek-VL-7B

Close Score (C): 0.17. Result ID: 69959fae3badfaffe69c1963.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72721e209131cea56635.md>)

[Implementation](<https://github.com/deepseek-ai/DeepSeek-VL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Mantis†

Close Score (C): 0.0566. Result ID: 69959fae3badfaffe69c196a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

Recorded evaluation configuration: {"setup":"without composed instruction dataset"}. This record does not assert independent reproduction.

### LLaVA-Med†

Close Score (C): 0.0466. Result ID: 69959fae3badfaffe69c1968.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

Recorded evaluation configuration: {"setup":"without composed instruction dataset"}. This record does not assert independent reproduction.

### Med-Flamingo-9B

Close Score (C): 0.04. Result ID: 69959fae3badfaffe69c1962.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a40c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70221e209131cea49487.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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